AI Proposal Review
Before you sign an AI or software contract, we check the approach, the scope and the price.
You getA clear go / fix / renegotiate recommendation and the questions to ask your vendor.
Independent AI advisory & engineering · San Francisco
Get AI right, from proposal to production.
Planning, buying or already running AI? Whoever builds it (your team, a vendor or us), we make sure it's accurate, safe, affordable and built to last. Silicon Valley experience, on your side of the table.
AI health checkSample
78/100
Good foundation2 risks to fix before launch
- Answers aren't tested against real customer questions.
- At 10,000 users, model costs run 3× over budget.
Who we are
AI and software, from San Francisco.
ENOV Group helps companies get AI and software right. We review AI proposals and projects before money is spent, lead technology as a fractional CTO, and build AI agents, automation and enterprise software when you need it built.
- Based in
- San Francisco, working across time zones
- What we do
- Review, advise and build
- How we charge
- Fixed fees, agreed up front
- Who we work with
- Teams planning, buying or running AI
AI expertise
Where AI projects quietly fail.
Most AI proposals cover the demo. We check what happens after launch, plus the engineering underneath: architecture, cloud, testing and security.
Evaluation
Test sets, regression checks and human review before anything ships.
Inference cost
Tokens, caching and model choice, costed per active user.
Data readiness
Data quality, customer consent and local data-protection rules.
Agent guardrails
Limits on what agents can do, audit logs and human approval steps.
Portability
No lock-in to a single model, vendor or cloud.
Production monitoring
Drift, wrong answers, latency and fallbacks, tracked after launch.
Why independent
A partner at the table working only for you.
AI vendors sell models, agencies sell builds and cloud providers sell computing power. That's their job. Ours is to make sure it all adds up for your business.
- Nobuild contracts with the companies we review for
- Noreferral fees from agencies or platforms
- Nohourly billing. Fixed fees, agreed up front.
We don't replace your IT team or vendor. We help them deliver, and make sure the result protects you.
Services
Start with one review. Keep us if it's useful.
AI Health Check
For AI already in progress or live. Is it accurate, is it safe, and will it stay affordable as you grow?
You getA scored health report like the one above, with a prioritized plan for fixes.
Fractional AI CTO
Ongoing AI and technical leadership, without the cost of a full-time executive.
You getAn AI roadmap, vendor oversight, hiring and board-ready reporting.
We build, too
Need it built? We ship it.
Beyond reviewing AI projects, we design and deliver them too, from prototype to production, held to the standard we check others against.
AI & intelligent automation
- Custom AI agentsBetter workflows, decisions and efficiency.
- Conversational AIChatbots and voice assistants.
- Predictive analyticsInsights on trends and risks.
- Machine learningAdaptive, data-driven solutions.
- AI-powered automationStreamlined processes that scale.
Software engineering
- Full-stack developmentWeb, mobile and enterprise apps.
- Cloud-nativeServerless, microservices and containers.
- Blockchain & Web3Smart contracts and decentralized apps.
- IoT & edge computingConnected systems, real-time processing.
- Cybersecurity & complianceSecure by design, audit-ready.
Innovation & strategy
- AI strategy & consultingWhere AI actually pays off.
- Digital transformationRe-engineered business processes.
- Prototypes & MVPsRapid, market-ready first versions.
- Custom API integrationsYour platforms, connected.
Building and reviewing stay separate: we don't take build contracts from companies we review for.
Discuss a build
How it works
Three steps. No surprises.
Share it
Send us the quote, deck or code repository. We sign an NDA first.
We review
Fixed scope and fixed fee, agreed before we start.
Walk through it
You get a written report and a call with your team or board.
Contact
Planning an AI project? Talk to us first.
Share the quote, deck or repository. We'll tell you whether a review makes sense and what it will cost. We work with teams across time zones.
- [email protected]
- Phone
- +1 415 707 2770
- Office
- 95 3rd St, 2nd Floor, San Francisco, CA 94103